Part 1 90th percentile
1.1 ALL station 90th compare
## Warning: Removed 7 rows containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 4 rows containing missing values or values outside the scale range
## (`geom_line()`).
1.2 different YVR data
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
Part 2 scatter plot
## [1] "Kamloops" "Prince_George" "YVR" "Kelowna"
## [5] "YVR_era5" "Abbotsford" "Penticton" "FortNelson"
2.1 TOP 20 scatter plot between 2 stations
Display the color point in bar
2.2 TOP 20-35 scatter plot between 2 stations
Display the color point in bar
2.3 correlation between scatter plot of YVR_era5 vs YVR temp station.
Fit a Linear Model Generate 95% Prediction Intervals as reference lines
Part 3: line segment plot
3.1 line segment for 7 temp station, 3 day HW
YVR: 1937-2024
Prince_George: 1940-2024
FortNelson: 1937-2024
Kelowna: 1899-2024
Abbotsford: 1935-2024
Kamloops: 1939-2024
Penticton: 1941-2024
## [1] "YVR" "Kamloops" "Prince_George" "YVR_era5"
## [5] "Kelowna" "Abbotsford" "Penticton" "FortNelson"
## begin end starttemp endtemp year month
## 1 1937-03-03 1937-03-05 14.4 14.4 1937 3
## 2 1937-10-27 1937-10-29 15.6 17.2 1937 10
## 3 1937-11-20 1937-11-22 11.7 12.8 1937 11
## 4 1937-12-11 1937-12-14 11.1 12.8 1937 12
## 5 1938-05-19 1938-05-24 20.6 23.3 1938 5
## 6 1939-03-21 1939-03-23 17.8 14.4 1939 3
## [1] " head df_filtered_plot"
## [1] "df_filtered_plot"
3.2 line segment for 7 temp station, 5 day HW
YVR: 1937-2024
Prince_George: 1940-2024
FortNelson: 1937-2024
Kelowna: 1899-2024
Abbotsford: 1935-2024
Kamloops: 1939-2024
Penticton: 1941-2024
## begin end starttemp endtemp year month
## 1 1937-03-03 1937-03-05 14.4 14.4 1937 3
## 2 1937-10-27 1937-10-29 15.6 17.2 1937 10
## 3 1937-11-20 1937-11-22 11.7 12.8 1937 11
## 4 1937-12-11 1937-12-14 11.1 12.8 1937 12
## 5 1938-05-19 1938-05-24 20.6 23.3 1938 5
## 6 1939-03-21 1939-03-23 17.8 14.4 1939 3
## [1] " head df_filtered_plot"
## [1] "df_filtered_plot"
3.3 line segment 2 yvr compare, for HW over 3 days
## begin end starttemp endtemp year month
## 1 1937-03-03 1937-03-05 14.4 14.4 1937 3
## 2 1937-10-27 1937-10-29 15.6 17.2 1937 10
## 3 1937-11-20 1937-11-22 11.7 12.8 1937 11
## 4 1937-12-11 1937-12-14 11.1 12.8 1937 12
## 5 1938-05-19 1938-05-24 20.6 23.3 1938 5
## 6 1939-03-21 1939-03-23 17.8 14.4 1939 3
## [1] " head df_filtered_plot"
## [1] "df_filtered_plot"
Part 4 Monthly max EHF compare
## Abbotsford YVR Kelowna Prince_George FortNelson
## Abbotsford 1.0000000 0.7775744 0.48820190 0.5584959 0.18285862
## YVR 0.7775744 1.0000000 0.61218406 0.5072884 0.12689138
## Kelowna 0.4882019 0.6121841 1.00000000 0.4980561 0.03425861
## Prince_George 0.5584959 0.5072884 0.49805606 1.0000000 0.58662411
## FortNelson 0.1828586 0.1268914 0.03425861 0.5866241 1.00000000
## Abbotsford YVR Kelowna Prince_George FortNelson
## Abbotsford 1.0000000 0.9123654 0.8295619 0.8102268 0.7061124
## YVR 0.9123654 1.0000000 0.8306452 0.8534502 0.6556428
## Kelowna 0.8295619 0.8306452 1.0000000 0.8874449 0.6826995
## Prince_George 0.8102268 0.8534502 0.8874449 1.0000000 0.7130364
## FortNelson 0.7061124 0.6556428 0.6826995 0.7130364 1.0000000
## Abbotsford YVR Kelowna Prince_George FortNelson
## Abbotsford 1.0000000 0.9314524 0.5647499 0.6824746 0.5140600
## YVR 0.9314524 1.0000000 0.5804903 0.6619633 0.4661561
## Kelowna 0.5647499 0.5804903 1.0000000 0.5449784 0.5143751
## Prince_George 0.6824746 0.6619633 0.5449784 1.0000000 0.5911305
## FortNelson 0.5140600 0.4661561 0.5143751 0.5911305 1.0000000
## Abbotsford YVR Kelowna Prince_George FortNelson
## Abbotsford 1.0000000 0.8086975 0.3954120 0.5346795 0.3370692
## YVR 0.8086975 1.0000000 0.4201874 0.5616629 0.2117807
## Kelowna 0.3954120 0.4201874 1.0000000 0.4520000 0.3974085
## Prince_George 0.5346795 0.5616629 0.4520000 1.0000000 0.3014494
## FortNelson 0.3370692 0.2117807 0.3974085 0.3014494 1.0000000
4.2 scatter plot of monthly EHF among stations
## $Abbotsford_vs_YVR
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## $Abbotsford_vs_Kelowna
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## $Abbotsford_vs_Prince_George
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## $Abbotsford_vs_FortNelson
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## $YVR_vs_Kelowna
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## $YVR_vs_Prince_George
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## $YVR_vs_FortNelson
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## $Kelowna_vs_Prince_George
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## $Kelowna_vs_FortNelson
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## $Prince_George_vs_FortNelson